Table 3.

The comparison of the prediction result based on our system and the truth fault cause. The result of our prediction is a node chain, and the initial node of the node chain is taken as the predicted fault cause. The cause of the fault is represented by the numbers given in Fig. 14.

Image qualityPredict causeTruth cause
lumpy-like|$\text {4} $||$\text {4}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {3}$||$\text {3}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {3}$||$\text {9}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
stick-like|$\text {8}$||$\text {8}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {4}$||$\text {4}$|
stick-like|$\text {8}$||$\text {8}$|
stick-like|$\text {14}$||$\text {7}$||$\text {14}$|
No bright star|$\text {19}$||$\text {19}$|
lumpy-like|$\text {4}$||$\text {4}$|
No bright star|$\text {32}$||$\text {32}$|
stick-like|$\text {7}$||$\text {7}$|
Image qualityPredict causeTruth cause
lumpy-like|$\text {4} $||$\text {4}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {3}$||$\text {3}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {3}$||$\text {9}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
stick-like|$\text {8}$||$\text {8}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {4}$||$\text {4}$|
stick-like|$\text {8}$||$\text {8}$|
stick-like|$\text {14}$||$\text {7}$||$\text {14}$|
No bright star|$\text {19}$||$\text {19}$|
lumpy-like|$\text {4}$||$\text {4}$|
No bright star|$\text {32}$||$\text {32}$|
stick-like|$\text {7}$||$\text {7}$|
Table 3.

The comparison of the prediction result based on our system and the truth fault cause. The result of our prediction is a node chain, and the initial node of the node chain is taken as the predicted fault cause. The cause of the fault is represented by the numbers given in Fig. 14.

Image qualityPredict causeTruth cause
lumpy-like|$\text {4} $||$\text {4}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {3}$||$\text {3}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {3}$||$\text {9}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
stick-like|$\text {8}$||$\text {8}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {4}$||$\text {4}$|
stick-like|$\text {8}$||$\text {8}$|
stick-like|$\text {14}$||$\text {7}$||$\text {14}$|
No bright star|$\text {19}$||$\text {19}$|
lumpy-like|$\text {4}$||$\text {4}$|
No bright star|$\text {32}$||$\text {32}$|
stick-like|$\text {7}$||$\text {7}$|
Image qualityPredict causeTruth cause
lumpy-like|$\text {4} $||$\text {4}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {3}$||$\text {3}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {3}$||$\text {9}$|
lumpy-like|$\text {5}$||$\text {5}$|
two-point-like|$\text {10}$||$\text {10}$|
two-point-like|$\text {10}$||$\text {10}$|
stick-like|$\text {8}$||$\text {8}$|
lumpy-like|$\text {4}$||$\text {4}$|
two-point-like|$\text {10}$||$\text {10}$|
lumpy-like|$\text {4}$||$\text {4}$|
stick-like|$\text {8}$||$\text {8}$|
stick-like|$\text {14}$||$\text {7}$||$\text {14}$|
No bright star|$\text {19}$||$\text {19}$|
lumpy-like|$\text {4}$||$\text {4}$|
No bright star|$\text {32}$||$\text {32}$|
stick-like|$\text {7}$||$\text {7}$|
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